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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Apache Hudi Flink Schema Evolution
Principles
- Principle:Spotify Luigi Spark Pipeline Execution
- Principle:Langfuse Langfuse Eval Template Variable Extraction
- Principle:Googleapis Python genai Image Upscaling
- Principle:NVIDIA NeMo Curator File Partitioning
- Principle:EvolvingLMMs Lab Lmms eval Server Launch
- Principle:Princeton nlp Tree of thought llm Usage Tracking
- Principle:Online ml River SNARIMAX Forecasting
- Principle:Dagster io Dagster Resource Management
- Principle:Eventual Inc Daft Class UDF
- Principle:AUTOMATIC1111 Stable diffusion webui Resource Monitoring
Implementations
- Implementation:Sgl project Sglang CPU GEMM
- Implementation:Nautechsystems Nautilus trader Build Script
- Implementation:Apache Druid ExplainDialog
- Implementation:Eventual Inc Daft Session Sql
- Implementation:Puppeteer Puppeteer Locator And Input API
- Implementation:Lance format Lance AccumulationQueue
- Implementation:MarketSquare Robotframework browser Browser Init
- Implementation:Huggingface Datasets Load Dataset For Verification
- Implementation:Zai org CogVideo Trainer Train
- Implementation:Open compass VLMEvalKit ChartMimic Color Evaluator
Heuristics
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
Environments
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Ray project Ray Docker GPU Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Huggingface Peft BitsAndBytes Quantization